High-Dimensional Data Mining: Subspace Clustering, Outlier Detection and applications to classification - Image 1

£51.00

It has never been this cheap. We have no record of a lower price.

£51 today · cheaper than every other day in the last 3 months

VDM Verlag High-Dimensional Data Mining: Subspace Clustering, Outlier Detection and applications to classification

Name: High-Dimensional Data Mining: Subspace Clustering, Outlier Detection and applications to classification
Brand: VDM Verlag
Price: 51.0 GBP
Availability: InStock

Data Mining

Price Distribution

Price distribution over 78 days • 1 price levels

Days at Price

Price Analysis

Most common price: £51 (78 days, 100.0%)

Price range: £51 - £51

Price levels: 1 different prices over 78 days

Description

Data mining in high dimensionality typically faces the consequences of increasing sparsity and declining differentiation between points, while sparsity tends to increase false negatives. Here, the problem of solving high-dimensional problems using low-dimensional solutions is addressed. In clustering, we provide a new framework for finding candidate subspaces and the clusters within them using only two-dimensional clustering. It is robust to noise and handles overlapping clusters. In the field of outlier detection, several novel algorithms suited to high-dimensional data are presented.m These outperform state-of-the-art outlier detection algorithms in ranking outlierness for many datasets regardless of whether they contain rare classes or not. This approach can be a powerful means of classification for heavily overlapping classes given sufficiently high dimensionality. This is achieved solely due to the differences in variance among the classes. On some difficult datasets, this unsupervised approach yielded better separation than the very best supervised classifiers. This opens a new field in data mining, classification through differences in variance rather than spatial location.

Product Specifications

Brand: VDM Verlag
Format: paperback
ASIN: 363936211X
Category: Books > Subjects > Computing & Internet > Databases > Data Storage & Management > Data Mining
Domain: Amazon UK
Release Date: 04 August 2011
Listed Since: 05 August 2011

Barcode

No barcode data available

It has never been this cheap. We have no record of a lower price.

VDM Verlag High-Dimensional Data Mining: Subspace Clustering, Outlier Detection and applications to classification

Price Distribution

Price Analysis

Description

Product Specifications

Barcode

Similar Products You Might Like

Understanding High-Dimensional Spaces: 0 (SpringerBriefs in Computer Science)

Handbook of Statistics: Data Mining and Data Visualization: 0: Volume 24 (Handbook of Statistics, Volume 24)

Outlier Analysis

Outlier Analysis

Outlier Analysis

Dimensionality Reduction in Data Science

Data Analysis and Optimization: In Honor of Boris Mirkin's 80th Birthday: 202 (Springer Optimization and Its Applications, 202)

Reverse Clustering: Formulation, Interpretation and Case Studies: 957 (Studies in Computational Intelligence, 957)

Discovering Knowledge in Data: An Introduction to Data Mining (Wiley Series on Methods and Applications in Data Mining)

Data Mining: The Textbook

Data Mining: The Textbook

Intelligent Data Mining: Techniques and Applications: 5 (Studies in Computational Intelligence, 5)

Foundations of Computational Intelligence: Volume 4: Bio-Inspired Data Mining: 204 (Studies in Computational Intelligence, 204)

Transparent Data Mining for Big and Small Data: 32 (Studies in Big Data, 32)

Advances in Knowledge Discovery and Data Mining: 23rd Pacific-Asia Conference, PAKDD 2019, Macau, China, April 14-17, 2019, Proceedings, Part III: 11441 (Lecture Notes in Computer Science, 11441)

R and Data Mining: Examples and Case Studies

Data Analysis and Classification: Proceedings of the 6th Conference of the Classification and Data Analysis Group of the Società Italiana di ... Data Analysis, and Knowledge Organization)

Data Clustering: Algorithms and Applications - CRC Press

Data Mining: A Tutorial-Based Primer, Second Edition (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)

Data Mining: Theories, Algorithms, and Examples (Human Factors and Ergonomics)

LECTURE NOTES IN DATA MINING

Handbook of Anomaly Detection: Cutting-edge Methods and Hands-On Code Examples

Predictive Analysis on Large Data - IGI Global Research Book

Advanced Data Mining

It has never been this cheap. We have no record of a lower price.

VDM Verlag High-Dimensional Data Mining: Subspace Clustering, Outlier Detection and applications to classification

Price History & Forecast

Price Distribution

Price Analysis

Description

Product Specifications

Barcode

Similar Products You Might Like

Understanding High-Dimensional Spaces: 0 (SpringerBriefs in Computer Science)

Handbook of Statistics: Data Mining and Data Visualization: 0: Volume 24 (Handbook of Statistics, Volume 24)

Outlier Analysis

Outlier Analysis

Outlier Analysis

Dimensionality Reduction in Data Science

Data Analysis and Optimization: In Honor of Boris Mirkin's 80th Birthday: 202 (Springer Optimization and Its Applications, 202)

Reverse Clustering: Formulation, Interpretation and Case Studies: 957 (Studies in Computational Intelligence, 957)

Discovering Knowledge in Data: An Introduction to Data Mining (Wiley Series on Methods and Applications in Data Mining)

Data Mining: The Textbook

Data Mining: The Textbook

Intelligent Data Mining: Techniques and Applications: 5 (Studies in Computational Intelligence, 5)

Foundations of Computational Intelligence: Volume 4: Bio-Inspired Data Mining: 204 (Studies in Computational Intelligence, 204)

Transparent Data Mining for Big and Small Data: 32 (Studies in Big Data, 32)

Advances in Knowledge Discovery and Data Mining: 23rd Pacific-Asia Conference, PAKDD 2019, Macau, China, April 14-17, 2019, Proceedings, Part III: 11441 (Lecture Notes in Computer Science, 11441)

R and Data Mining: Examples and Case Studies

Data Analysis and Classification: Proceedings of the 6th Conference of the Classification and Data Analysis Group of the Società Italiana di ... Data Analysis, and Knowledge Organization)

Data Clustering: Algorithms and Applications - CRC Press

Data Mining: A Tutorial-Based Primer, Second Edition (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series)

Data Mining: Theories, Algorithms, and Examples (Human Factors and Ergonomics)

LECTURE NOTES IN DATA MINING

Handbook of Anomaly Detection: Cutting-edge Methods and Hands-On Code Examples

Predictive Analysis on Large Data - IGI Global Research Book

Advanced Data Mining